Tagged articles

LLM limitations

2 articles · Page 1 of 1

AI Large-Model Wave and Transformation Guide

Sep 11, 2026 · Artificial Intelligence

Palantir's Ontology Decoded: Six Mechanism Layers for Trustworthy Enterprise AI

This article dissects Palantir's ontology into six mechanism layers—semantic transparency, constrained query, controlled action, organizational unification, scenario generalization, and governed evolution—showing how each solves a specific AI deployment failure mode, why alternatives fall short at scale, and when the investment pays off.

AI deploymentEnterprise AILLM limitations

0 likes · 54 min read

Palantir's Ontology Decoded: Six Mechanism Layers for Trustworthy Enterprise AI

AI Large-Model Wave and Transformation Guide

Sep 9, 2026 · Artificial Intelligence

Why LLMs Fail at Critical Decisions: Ontologies Provide the Missing World Model

The author details how LLMs failed in underwater battlefield simulations despite trying prompts, agents, RAG, and knowledge graphs, and explains why ontologies — formal, reasoning-capable world models — are essential for trustworthy AI decisions, illustrating with a concrete case and a six-step ontology engineering process.

AI decision-makingLLM limitationsOntoL

0 likes · 12 min read

Why LLMs Fail at Critical Decisions: Ontologies Provide the Missing World Model